This study addresses three questions: (1) whether ambient PM2.5, PM10, O3, and NO2 exposures associate with GDM risk; (2) if GSTM1-/GSTT1-null genotypes affect the risk of GDM; and (3) whether these genotypes modify pollution–GDM associations. Here, GSTM1 is linked to gestational diabetes.